Complete revascularization is associated with higher mortality in patients with ST-elevation myocardial infarction, multi-vessel disease and shock defined by hyperlactataemia: results from the Harefield Shock Registry incorporating explainable machine learning

被引:3
作者
Tindale, Alexander [1 ,2 ]
Cretu, Ioana [3 ]
Meng, Hongying [3 ]
Panoulas, Vasileios [1 ,2 ]
机构
[1] Guys & St Thomas NHS Fdn Trust, Harefield Hosp, Royal Brompton & Harefield Hosp, Dept Cardiol, Hill End Rd, Harefield UB9 6JH, England
[2] Imperial Coll London, Harefield Hosp, Natl Heart & Lung Inst, Hill End Rd, London UB9 6JH, England
[3] Brunel Univ London, Coll Engn Design & Phys Sci, Kingston Lane, Uxbridge UB8 3PH, England
关键词
Cardiogenic shock; Machine learning; STEMI; Revascularisation strategy; XGBoost; ONLY REVASCULARIZATION; RANDOMIZED-TRIAL; MULTIVESSEL; LESION;
D O I
10.1093/ehjacc/zuad062
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims Revascularization strategy for patients with ST-elevation myocardial infarction (STEMI) and multi-vessel disease varies according to the patient's cardiogenic shock status, but assessing shock acutely can be difficult. This article examines the link between cardiogenic shock defined solely by a lactate of >= 2 mmol/L and mortality from complete vs. culprit-only revascularization in this cohort. Methods and results Patients presenting with STEMI, multi-vessel disease without severe left main stem stenosis and a lactate >= 2 mmol/L between 2011 and 2021 were included. The primary endpoint was mortality at 30 days by revascularization strategy for shocked patients. Secondary endpoints were mortality at 1 year and over a median follow-up of 30 months. Four hundred and eight patients presented in shock. Mortality in the shock cohort was 27.5% at 30 days. Complete revascularization (CR) was associated with higher mortality at 30 days [odds ratio (OR) 2.1 (1.02-4.2), P = 0.043], 1 year [OR 2.4 (1.2-4.9), P = 0.01], and over 30 months follow-up [hazard ratio (HR) 2.2 (1.4-3.4), P < 0.001] compared with culprit lesion-only percutaneous coronary intervention (CLOP). Mortality was again higher in the CR group after propensity matching (P = 0.018) and inverse probability treatment weighting [HR 2.0 (1.3-3.0), P = 0.001]. Furthermore, explainable machine learning demonstrated that CR was behind only blood gas parameters and creatinine levels in importance for predicting 30-day mortality. Conclusion In patients presenting with STEMI and multi-vessel disease in shock defined solely by a lactate of >= 2 mmol/L, CR is associated with higher mortality than CLOP.
引用
收藏
页码:615 / 623
页数:9
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